{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Half-life Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "matplotlib.rc('font', family='serif', size=14)\n",
    "import matplotlib.pyplot as plt\n",
    "from pyne import nucname, nuc_data\n",
    "\n",
    "import tables as tb\n",
    "f = tb.open_file(nuc_data)\n",
    "ids = []\n",
    "for index, value in enumerate(f.root.decay.level_list[:]['nuc_id']):\n",
    "    ids.append(int(value))\n",
    "anums = map(nucname.anum, ids)\n",
    "#anums = map(nucname.anum, data.half_life_map.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Half-life [s]')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(7,7))\n",
    "plt.semilogy(list(anums),  ids, \n",
    "             'o', alpha = 0.05, markerfacecolor=None, markeredgecolor = 'k')\n",
    "plt.xlabel('A')\n",
    "plt.ylabel('Half-life [s]')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
